{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a2424b4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T10:13:20.102965Z",
     "start_time": "2021-12-07T10:13:19.783578Z"
    }
   },
   "outputs": [],
   "source": [
    "import transbigdata as tbd\n",
    "import pandas as pd\n",
    "#读取数据\n",
    "data = pd.read_csv('data/TaxiData-Sample.csv',header = None)\n",
    "data.columns = ['VehicleNum','Time','Lng','Lat','OpenStatus','Speed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d5aa3f3a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:17:48.487569Z",
     "start_time": "2021-12-07T02:17:48.476565Z"
    }
   },
   "outputs": [],
   "source": [
    "# 地图匹配包\n",
    "from leuvenmapmatching.matcher.distance import DistanceMatcher\n",
    "from leuvenmapmatching.map.inmem import InMemMap\n",
    "from leuvenmapmatching import visualization as mmviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d023e5ee",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:30:06.322810Z",
     "start_time": "2021-12-07T02:30:05.818321Z"
    }
   },
   "outputs": [],
   "source": [
    "#从GPS数据提取OD\n",
    "oddata = tbd.taxigps_to_od(data,col = ['VehicleNum','Time','Lng','Lat','OpenStatus'])\n",
    "data_deliver,data_idle = tbd.taxigps_traj_point(data,oddata,col=['VehicleNum', 'Time', 'Lng', 'Lat', 'OpenStatus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92efd8c4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:21:41.090623Z",
     "start_time": "2021-12-07T02:19:35.397931Z"
    }
   },
   "outputs": [],
   "source": [
    "# 获取路网\n",
    "import osmnx as ox\n",
    "bounds = [113.75, 22.4, 114.62, 22.86]\n",
    "north, south, east, west = bounds[3], bounds[1], bounds[2], bounds[0]\n",
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "206b70c4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:24:22.303419Z",
     "start_time": "2021-12-07T02:24:14.577205Z"
    }
   },
   "outputs": [],
   "source": [
    "#存储路网\n",
    "ox.save_graphml(G,'shenzhen.graphml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82b5217d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取道路中心点坐标\n",
    "nodes, edges = ox.graph_to_gdfs(G, nodes=True, edges=True)\n",
    "edges['lon'] = edges.centroid.x\n",
    "edges['lat'] = edges.centroid.y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "23656623",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:22:31.914547Z",
     "start_time": "2021-12-07T02:22:13.248154Z"
    }
   },
   "outputs": [],
   "source": [
    "#转换路网的坐标系\n",
    "G_p = ox.project_graph(G, to_crs=2416)\n",
    "nodes_p, edges_p = ox.graph_to_gdfs(G_p, nodes=True, edges=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "41cb7c24",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:22:37.809475Z",
     "start_time": "2021-12-07T02:22:34.530324Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges_p.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7211cff3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T02:25:00.402665Z",
     "start_time": "2021-12-07T02:24:59.057684Z"
    }
   },
   "outputs": [],
   "source": [
    "# 将路网转换为网络\n",
    "map_con = InMemMap(name='pNEUMA', use_latlon=False) # , use_rtree=True, index_edges=True)\n",
    "\n",
    "# 构建网络\n",
    "for node_id, row in nodes_p.iterrows():\n",
    "    map_con.add_node(node_id, (row['y'], row['x']))\n",
    "for node_id_1, node_id_2, _ in G_p.edges:\n",
    "    map_con.add_edge(node_id_1, node_id_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "id": "f8925ff4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T10:07:30.425777Z",
     "start_time": "2021-12-07T10:07:27.206895Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/pyproj/crs/crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "Searching closeby nodes with linear search, use an index and set max_dist\n",
      "/opt/anaconda3/lib/python3.8/site-packages/leuvenmapmatching/visualization.py:194: UserWarning: linestyle is redundantly defined by the 'linestyle' keyword argument and the fmt string \"o-\" (-> linestyle='-'). The keyword argument will take precedence.\n",
      "  ax.plot(px, py, 'o-', linewidth=linewidth, markersize=linewidth * 2, alpha=0.75,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 1440x846.228 with 1 Axes>, <AxesSubplot:xlabel='X', ylabel='Y'>)"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x846.228 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#用transbigdata提取出行轨迹\n",
    "import geopandas as gpd\n",
    "tmp_gdf = data_deliver[data_deliver['ID'] == 27].sort_values(by = 'Time')\n",
    "#轨迹增密\n",
    "tmp_gdf = tbd.traj_densify(tmp_gdf,col = ['ID', 'Time', 'Lng', 'Lat'],timegap = 15)\n",
    "#转换轨迹的坐标系为地理坐标系\n",
    "tmp_gdf['geometry'] = gpd.points_from_xy(tmp_gdf['Lng'],tmp_gdf['Lat'])\n",
    "tmp_gdf = gpd.GeoDataFrame(tmp_gdf)\n",
    "tmp_gdf.crs = {'init':'epsg:4326'}\n",
    "tmp_gdf = tmp_gdf.to_crs(2416)\n",
    "#获得轨迹点\n",
    "path = list(zip(tmp_gdf.geometry.y, tmp_gdf.geometry.x))\n",
    "#构建地图匹配工具\n",
    "matcher = DistanceMatcher(map_con, \n",
    "                          max_dist=500, \n",
    "                          max_dist_init=170, \n",
    "                          min_prob_norm=0.0001,\n",
    "                        non_emitting_length_factor=0.95,\n",
    "                        obs_noise=50, \n",
    "                          obs_noise_ne=50,\n",
    "                              dist_noise=50,\n",
    "                              max_lattice_width=20,\n",
    "                              non_emitting_states=True)\n",
    "#进行地图匹配\n",
    "states, _ = matcher.match(path, unique=False)\n",
    "#绘制底图匹配结果\n",
    "mmviz.plot_map(map_con, matcher=matcher,\n",
    "               show_labels=False, show_matching=True,# show_graph=True,\n",
    "               filename=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "id": "4184e152",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T10:07:30.615883Z",
     "start_time": "2021-12-07T10:07:30.426940Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/pyproj/crs/crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#获取地图匹配的路径geodataframe\n",
    "pathdf = pd.DataFrame(matcher.path_pred_onlynodes,columns = ['u'])\n",
    "pathdf['v'] = pathdf['u'].shift(-1)\n",
    "pathdf = pathdf[-pathdf['v'].isnull()]\n",
    "pathgdf = pd.merge(pathdf,edges_p.reset_index())\n",
    "pathgdf = gpd.GeoDataFrame(pathgdf)\n",
    "pathgdf.plot()\n",
    "pathgdf.crs = {'init':'epsg:2416'}\n",
    "pathgdf_4326 = pathgdf.to_crs(4326)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "id": "cf7868cd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-07T10:07:30.958057Z",
     "start_time": "2021-12-07T10:07:30.617521Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#与路网一起可视化\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import plot_map\n",
    "import seaborn as sns\n",
    "fig     = plt.figure(1,(8,8),dpi = 100)    \n",
    "ax      = plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "fig.tight_layout(rect = (0.05,0.1,1,0.9))\n",
    "#设定可视化边界\n",
    "bounds = pathgdf_4326.unary_union.bounds\n",
    "gap = 0.003\n",
    "bounds = [bounds[0]-gap,bounds[1]-gap,bounds[2]+gap,bounds[3]+gap]\n",
    "#绘制匹配的路径\n",
    "pathgdf_4326.plot(ax = ax,zorder = 1)\n",
    "#绘制底图路网\n",
    "tbd.clean_outofbounds(edges,bounds,col = ['lon','lat']).plot(ax = ax,color = '#333',lw = 0.1)\n",
    "#绘制GPS点\n",
    "tmp_gdf.to_crs(4326).plot(ax = ax,color = 'r',markersize = 5,zorder = 2)\n",
    "\n",
    "plt.axis('off')\n",
    "plt.xlim(bounds[0],bounds[2])\n",
    "plt.ylim(bounds[1],bounds[3])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06ab9c8c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "747ec9c5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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